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SMShams Mukhtarshamsmukhtar.hashnode.dev4d ago · 22 min read

From Custom APIs to MCP: How AI Finally Found a Common Language for Tools, Data, and Enterprise Systems

For decades, software architects have solved integration problems through APIs, messaging systems, middleware, service buses, SDKs, adapters, plugins, and increasingly sophisticated orchestration plat

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SMShams Mukhtarshamsmukhtar.hashnode.dev6d ago · 15 min read

Beyond the “Top 15 MCP Servers”: How Enterprise Architects Should Actually Choose MCP Integrations

Scroll through any AI feed today, and you will eventually encounter a graphic titled something like: “Top 15 MCP Servers Everyone Should Know.” The usual logos are familiar: GitHub, Filesystem, Post

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ASAbhinav Srivastavaengineering-perspective.hashnode.dev6d ago · 18 min read

Why Enterprises Need Workflow Orchestration—and Why Temporal Changes the Reliability Model

Understanding long-running business processes, durable execution, human interaction, and failure recovery. Series: From Business Process to Durable Platform: Designing an Enterprise Workflow Orchestr

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NNileshcolrows.hashnode.devJul 26 · 13 min read

APIs vs MCP vs A2A: What Enterprise AI Teams Need to Know

APIs connect applications to systems. MCP connects agents to tools and data. A2A connects agents to other agents. All three are real, all three are maturing on separate timelines, and none of them is

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AGAkshay Guptaakshaykgupta.hashnode.devJul 15 · 8 min read

Stop Putting UI Inside Your MCP Server: The Abstract UI Schema Pattern

The moment your MCP server starts generating Adaptive Cards, React Components, or HTML fragments, you’ve already coupled your architecture to a client. Over the past year, while I was studying, revie

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AGAkshay Guptaakshaykgupta.hashnode.devJul 14 · 5 min read

HTTP QUERY Method: Why It Matters and Why Enterprise Adoption Will Take Years

For decades, REST API designers have lived with an uncomfortable compromise. Need to retrieve data? Use GET. Need to send a complex search object containing filters, sorting, pagination, nested condit

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AGAkshay Guptaakshaykgupta.hashnode.devJul 14 · 5 min read

Who’s Allowed to Build Your Bank’s Software that manages Billions of Dollars? Anyone.

Doctors, lawyers, and accountants all need a license to practice. But the people writing the code running your bank, your hospital, and your AI assistant need none — here’s the surprisingly good reaso

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HJHarsh Jaimanharshjaiman.hashnode.devJun 29 · 16 min read

The $10 Million Incident: Why Every Enterprise Needs a CMDB (Even If Nobody Likes Maintaining It)

It starts as a routine alert at 2:47 AM. One database server stops responding. The on-call engineer acknowledges it, begins investigating, and within fifteen minutes is on a bridge call with six other

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AWArief Warazuhudienai-for-business.hashnode.devJun 19 · 9 min read

Your AI Agent Just Changed a Financial Record. Who Stopped It?

Your finance team has been piloting an AI agent to assist with month-end close. It identifies exceptions, pulls evidence from multiple systems, and drafts commentary. The pilot goes smoothly. Then one

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AWArief Warazuhudienai-for-business.hashnode.devJun 8 · 8 min read

How to Pick Agentic AI Use Cases That Actually Deliver Business Value

You've run the pilots. The demo looked great—the agent pulled data from your CRM, answered complex questions, and a handful of early users were impressed. Then leadership asked the question that kills

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Trending tags this week

From Custom APIs to MCP: How AI Finally Found a Common Language for Tools, Data, and Enterprise Systems

Beyond the “Top 15 MCP Servers”: How Enterprise Architects Should Actually Choose MCP Integrations

Why Enterprises Need Workflow Orchestration—and Why Temporal Changes the Reliability Model

APIs vs MCP vs A2A: What Enterprise AI Teams Need to Know

Stop Putting UI Inside Your MCP Server: The Abstract UI Schema Pattern

HTTP QUERY Method: Why It Matters and Why Enterprise Adoption Will Take Years

Who’s Allowed to Build Your Bank’s Software that manages Billions of Dollars? Anyone.

The $10 Million Incident: Why Every Enterprise Needs a CMDB (Even If Nobody Likes Maintaining It)

Your AI Agent Just Changed a Financial Record. Who Stopped It?

How to Pick Agentic AI Use Cases That Actually Deliver Business Value